Pandas Profiling Report

Dataset statistics

Number of variables	62
Number of observations	130
Missing cells	1600
Missing cells (%)	19.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	63.1 KiB
Average record size in memory	497.0 B

Variable types

NUM	34
CAT	24
BOOL	4

Reproduction

Analysis started	2020-04-23 00:07:06.060567
Analysis finished	2020-04-23 00:11:38.211297
Version	pandas-profiling v2.6.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`onset_age` is highly correlated with `age`	High Correlation
`age` is highly correlated with `onset_age`	High Correlation
`updrs_post_stab` is highly correlated with `hy_scale`	High Correlation
`hy_scale` is highly correlated with `updrs_post_stab`	High Correlation
`onset_age` has 50 (38.5%) missing values	Missing
`duration` has 50 (38.5%) missing values	Missing
`hy_scale` has 100 (76.9%) missing values	Missing
`updrs_total` has 50 (38.5%) missing values	Missing
`updrs_speech` has 50 (38.5%) missing values	Missing
`updrs_face_exp` has 50 (38.5%) missing values	Missing
`updrs_tremor_rest_head` has 50 (38.5%) missing values	Missing
`updrs_trem_rest_RUE` has 50 (38.5%) missing values	Missing
`updrs_trem_rest_LUE` has 50 (38.5%) missing values	Missing
`updrs_trem_rest_RLE` has 50 (38.5%) missing values	Missing
`updrs_trem_rest_LLE` has 50 (38.5%) missing values	Missing
`updrs_trem_act_RUE` has 50 (38.5%) missing values	Missing
`updrs_trem_act_LUE` has 50 (38.5%) missing values	Missing
`updrs_rig_neck` has 50 (38.5%) missing values	Missing
`updrs_rig_RUE` has 50 (38.5%) missing values	Missing
`updrs_rig_LUE` has 50 (38.5%) missing values	Missing
`updrs_rig_RLE` has 50 (38.5%) missing values	Missing
`updrs_rig_LLE` has 50 (38.5%) missing values	Missing
`updrs_taps_RUE` has 50 (38.5%) missing values	Missing
`updrs_taps_LUE` has 50 (38.5%) missing values	Missing
`updrs_hand_RUE` has 50 (38.5%) missing values	Missing
`updrs_hand_LUE` has 50 (38.5%) missing values	Missing
`updrs_altmove_RUE` has 50 (38.5%) missing values	Missing
`updrs_altmove_LUE` has 50 (38.5%) missing values	Missing
`updrs_leg_RLE` has 50 (38.5%) missing values	Missing
`updrs_leg_LLE` has 50 (38.5%) missing values	Missing
`updrs_rise_chair` has 50 (38.5%) missing values	Missing
`updrs_posture` has 50 (38.5%) missing values	Missing
`updrs_gait` has 50 (38.5%) missing values	Missing
`updrs_post_stab` has 50 (38.5%) missing values	Missing
`updrs_brady_hypo` has 50 (38.5%) missing values	Missing
`depress_med` has 120 (92.3%) zeros	Zeros
`clonazepam` has 121 (93.1%) zeros	Zeros
`updrs_total` has 5 (3.8%) zeros	Zeros
`updrs_taps_RUE` has 43 (33.1%) zeros	Zeros
`updrs_taps_LUE` has 38 (29.2%) zeros	Zeros
`updrs_hand_LUE` has 44 (33.8%) zeros	Zeros
`updrs_altmove_RUE` has 57 (43.8%) zeros	Zeros

status
Categorical

Distinct count	3
Unique (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

2	50
0	50
1	30

Value	Count	Frequency (%)
2	50	38.5%
0	50	38.5%
1	30	23.1%

Length

Max length	1
Mean length	1
Min length	1

Value	Count	Frequency (%)
Decimal_Number	3	100.0%

Value	Count	Frequency (%)
Common	3	100.0%

Value	Count	Frequency (%)
ASCII	3	100.0%

age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	39
Unique (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	64.33076923076923
Minimum	34
Maximum	83
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	34
5-th percentile	45
Q1	58.25
median	66.5
Q3	72
95-th percentile	77
Maximum	83
Range	49
Interquartile range (IQR)	13.75

Descriptive statistics

Standard deviation	10.1335183
Coefficient of variation (CV)	0.1575221068
Kurtosis	0.192380542
Mean	64.33076923
Median Absolute Deviation (MAD)	8.105680473
Skewness	-0.7969854198
Sum	8363
Variance	102.6881932

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[34. 53.5 64.5 75.5 83. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
68	9	6.9%
73	9	6.9%
65	9	6.9%
75	7	5.4%
69	7	5.4%
60	5	3.8%
74	5	3.8%
72	5	3.8%
70	5	3.8%
66	5	3.8%
Other values (29)	64	49.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
34	1	0.8%
37	1	0.8%
40	2	1.5%
43	1	0.8%
44	1	0.8%

Value	Count	Frequency (%)
83	2	1.5%
79	2	1.5%
78	1	0.8%
77	3	2.3%
76	2	1.5%

gender
Boolean

Distinct count	2
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

1	103
0	27

Frequency Table

Value	Count	Frequency (%)
1	103	79.2%
0	27	20.8%

fam_hist
Categorical

Distinct count	3
Unique (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

0	77
-1	50
1	3

Value	Count	Frequency (%)
0	77	59.2%
-1	50	38.5%
1	3	2.3%

Length

Max length	2
Mean length	1.384615385
Min length	1

Value	Count	Frequency (%)
Decimal_Number	2	66.7%
Dash_Punctuation	1	33.3%

Value	Count	Frequency (%)
Common	3	100.0%

Value	Count	Frequency (%)
ASCII	3	100.0%

onset_age
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	41
Unique (%)	51.2%
Missing	50
Missing (%)	38.5%
Infinite	0
Infinite (%)	0.0%

Mean	60.7270205479452
Minimum	30.0
Maximum	81.0
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	30
5-th percentile	36.95
Q1	56
median	62.5
Q3	68.25
95-th percentile	73.20356164
Maximum	81
Range	51
Interquartile range (IQR)	12.25

Descriptive statistics

Standard deviation	10.71809316
Coefficient of variation (CV)	0.176496279
Kurtosis	0.9148837184
Mean	60.72702055
Median Absolute Deviation (MAD)	8.142967466
Skewness	-0.9615986949
Sum	4858.161644
Variance	114.877521

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
63	6	4.6%
69	4	3.1%
68	4	3.1%
56	4	3.1%
57	4	3.1%
67	4	3.1%
72	3	2.3%
62	3	2.3%
50	3	2.3%
71	3	2.3%
Other values (31)	42	32.3%
(Missing)	50	38.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
30	1	0.8%
32	1	0.8%
33	1	0.8%
36	1	0.8%
37	1	0.8%

Value	Count	Frequency (%)
81	1	0.8%
78	1	0.8%
76	1	0.8%
74	1	0.8%
73.16164384	1	0.8%

duration
Real number (ℝ_≥0)

MISSING

Distinct count	20
Unique (%)	25.0%
Missing	50
Missing (%)	38.5%
Infinite	0
Infinite (%)	0.0%

Mean	4.197979452054794
Minimum	0.5
Maximum	17.0
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.985
Q1	1
median	2.75
Q3	5
95-th percentile	12.15
Maximum	17
Range	16.5
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.071072752
Coefficient of variation (CV)	0.9697695758
Kurtosis	1.727725229
Mean	4.197979452
Median Absolute Deviation (MAD)	3.136414384
Skewness	1.523508395
Sum	335.8383562
Variance	16.57363335

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	22	16.9%
2	11	8.5%
5	9	6.9%
3	8	6.2%
4	4	3.1%
0.5	3	2.3%
8	3	2.3%
10	3	2.3%
11	3	2.3%
6	2	1.5%
Other values (10)	12	9.2%
(Missing)	50	38.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5	3	2.3%
0.7	1	0.8%
1	22	16.9%
1.838356164	1	0.8%
2	11	8.5%

Value	Count	Frequency (%)
17	1	0.8%
16	2	1.5%
15	1	0.8%
12	1	0.8%
11	3	2.3%

depress_med
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3769230769230769
Minimum	0
Maximum	9
Zeros	120
Zeros (%)	92.3%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3.55
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.479919255
Coefficient of variation (CV)	3.926316391
Kurtosis	18.41007804
Mean	0.3769230769
Median Absolute Deviation (MAD)	0.6958579882
Skewness	4.281282343
Sum	49
Variance	2.190161002

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 9. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	120	92.3%
4	2	1.5%
9	1	0.8%
8	1	0.8%
7	1	0.8%
6	1	0.8%
5	1	0.8%
3	1	0.8%
2	1	0.8%
1	1	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	120	92.3%
1	1	0.8%
2	1	0.8%
3	1	0.8%
4	2	1.5%

Value	Count	Frequency (%)
9	1	0.8%
8	1	0.8%
7	1	0.8%
6	1	0.8%
5	1	0.8%

benz_med
Categorical

Distinct count	4
Unique (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

0	118
1	9
3	2
2	1

Value	Count	Frequency (%)
0	118	90.8%
1	9	6.9%
3	2	1.5%
2	1	0.8%

Length

Max length	1
Mean length	1
Min length	1

Value	Count	Frequency (%)
Decimal_Number	4	100.0%

Value	Count	Frequency (%)
Common	4	100.0%

Value	Count	Frequency (%)
ASCII	4	100.0%

clonazepam
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.04423076923076923
Minimum	0.0
Maximum	2.0
Zeros	121
Zeros (%)	93.1%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.33125
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2161488698
Coefficient of variation (CV)	4.886844014
Kurtosis	55.27226868
Mean	0.04423076923
Median Absolute Deviation (MAD)	0.08233727811
Skewness	6.874663631
Sum	5.75
Variance	0.04672033393

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.0625 2. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	121	93.1%
0.5	5	3.8%
0.125	2	1.5%
2	1	0.8%
1	1	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	121	93.1%
0.125	2	1.5%
0.5	5	3.8%
1	1	0.8%
2	1	0.8%

Value	Count	Frequency (%)
2	1	0.8%
1	1	0.8%
0.5	5	3.8%
0.125	2	1.5%
0	121	93.1%

hy_scale
Categorical

HIGH CORRELATION
MISSING

Distinct count	3
Unique (%)	10.0%
Missing	100
Missing (%)	76.9%
Memory size	1.1 KiB

2	16
2.5	11
1.5	3

Value	Count	Frequency (%)
2	16	12.3%
2.5	11	8.5%
1.5	3	2.3%
(Missing)	100	76.9%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_total
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	29
Unique (%)	36.2%
Missing	50
Missing (%)	38.5%
Infinite	0
Infinite (%)	0.0%

Mean	10.8125
Minimum	0.0
Maximum	54.0
Zeros	5
Zeros (%)	3.8%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.75
median	7
Q3	13.25
95-th percentile	32.2
Maximum	54
Range	54
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	10.98456195
Coefficient of variation (CV)	1.015913244
Kurtosis	3.261035508
Mean	10.8125
Median Absolute Deviation (MAD)	7.996875
Skewness	1.782865637
Sum	865
Variance	120.6606013

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	7	5.4%
2	7	5.4%
10	6	4.6%
4	6	4.6%
0	5	3.8%
3	5	3.8%
7	5	3.8%
5	4	3.1%
29	3	2.3%
9	3	2.3%
Other values (19)	29	22.3%
(Missing)	50	38.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	3.8%
1	3	2.3%
2	7	5.4%
3	5	3.8%
4	6	4.6%

Value	Count	Frequency (%)
54	1	0.8%
43	1	0.8%
42	1	0.8%
36	1	0.8%
32	1	0.8%

updrs_speech
Boolean

MISSING

Distinct count	2
Unique (%)	2.5%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	64
1	16
(Missing)	50

Frequency Table

Value	Count	Frequency (%)
0	64	49.2%
1	16	12.3%
(Missing)	50	38.5%

updrs_face_exp
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	37
1	28
2	13
3	2

Value	Count	Frequency (%)
0	37	28.5%
1	28	21.5%
2	13	10.0%
3	2	1.5%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_tremor_rest_head
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	65
1	12
3	2
2	1

Value	Count	Frequency (%)
0	65	50.0%
1	12	9.2%
3	2	1.5%
2	1	0.8%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_trem_rest_RUE
Categorical

MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	62
1	14
2	4

Value	Count	Frequency (%)
0	62	47.7%
1	14	10.8%
2	4	3.1%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_trem_rest_LUE
Categorical

MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	74
1	5
2	1

Value	Count	Frequency (%)
0	74	56.9%
1	5	3.8%
2	1	0.8%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_trem_rest_RLE
Boolean

MISSING

Distinct count	2
Unique (%)	2.5%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	77
1	3
(Missing)	50

Frequency Table

Value	Count	Frequency (%)
0	77	59.2%
1	3	2.3%
(Missing)	50	38.5%

updrs_trem_rest_LLE
Categorical

MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	75
1	3
2	2

Value	Count	Frequency (%)
0	75	57.7%
1	3	2.3%
2	2	1.5%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_trem_act_RUE
Categorical

MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

1	38
0	38
2	4

Value	Count	Frequency (%)
1	38	29.2%
0	38	29.2%
2	4	3.1%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_trem_act_LUE
Categorical

MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	37
1	36
2	7

Value	Count	Frequency (%)
0	37	28.5%
1	36	27.7%
2	7	5.4%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_rig_neck
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	62
1	11
3	4
2	3

Value	Count	Frequency (%)
0	62	47.7%
1	11	8.5%
3	4	3.1%
2	3	2.3%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_rig_RUE
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	57
1	15
2	6
3	2

Value	Count	Frequency (%)
0	57	43.8%
1	15	11.5%
2	6	4.6%
3	2	1.5%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_rig_LUE
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	61
1	15
2	3
3	1

Value	Count	Frequency (%)
0	61	46.9%
1	15	11.5%
2	3	2.3%
3	1	0.8%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_rig_RLE
Categorical

MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	67
1	11
2	2

Value	Count	Frequency (%)
0	67	51.5%
1	11	8.5%
2	2	1.5%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_rig_LLE
Categorical

MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	70
1	7
2	3

Value	Count	Frequency (%)
0	70	53.8%
1	7	5.4%
2	3	2.3%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_taps_RUE
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	5
Unique (%)	6.2%
Missing	50
Missing (%)	38.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.6875
Minimum	0.0
Maximum	4.0
Zeros	43
Zeros (%)	33.1%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9222118431
Coefficient of variation (CV)	1.341399045
Kurtosis	1.893928332
Mean	0.6875
Median Absolute Deviation (MAD)	0.7390625
Skewness	1.463774907
Sum	55
Variance	0.8504746835

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	43	33.1%
1	25	19.2%
2	7	5.4%
3	4	3.1%
4	1	0.8%
(Missing)	50	38.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43	33.1%
1	25	19.2%
2	7	5.4%
3	4	3.1%
4	1	0.8%

Value	Count	Frequency (%)
4	1	0.8%
3	4	3.1%
2	7	5.4%
1	25	19.2%
0	43	33.1%

updrs_taps_LUE
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	5
Unique (%)	6.2%
Missing	50
Missing (%)	38.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.7375
Minimum	0.0
Maximum	4.0
Zeros	38
Zeros (%)	29.2%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	2.05
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9104700414
Coefficient of variation (CV)	1.234535649
Kurtosis	3.007285913
Mean	0.7375
Median Absolute Deviation (MAD)	0.700625
Skewness	1.58287335
Sum	59
Variance	0.8289556962

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	38	29.2%
1	31	23.8%
2	7	5.4%
3	2	1.5%
4	2	1.5%
(Missing)	50	38.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38	29.2%
1	31	23.8%
2	7	5.4%
3	2	1.5%
4	2	1.5%

Value	Count	Frequency (%)
4	2	1.5%
3	2	1.5%
2	7	5.4%
1	31	23.8%
0	38	29.2%

updrs_hand_RUE
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	51
1	20
2	6
3	3

Value	Count	Frequency (%)
0	51	39.2%
1	20	15.4%
2	6	4.6%
3	3	2.3%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_hand_LUE
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	5
Unique (%)	6.2%
Missing	50
Missing (%)	38.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.6125
Minimum	0.0
Maximum	4.0
Zeros	44
Zeros (%)	33.8%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8342926967
Coefficient of variation (CV)	1.362110525
Kurtosis	3.245052605
Mean	0.6125
Median Absolute Deviation (MAD)	0.67375
Skewness	1.644977035
Sum	49
Variance	0.6960443038

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	44	33.8%
1	27	20.8%
2	6	4.6%
3	2	1.5%
4	1	0.8%
(Missing)	50	38.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44	33.8%
1	27	20.8%
2	6	4.6%
3	2	1.5%
4	1	0.8%

Value	Count	Frequency (%)
4	1	0.8%
3	2	1.5%
2	6	4.6%
1	27	20.8%
0	44	33.8%

updrs_altmove_RUE
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	5
Unique (%)	6.2%
Missing	50
Missing (%)	38.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.4875
Minimum	0.0
Maximum	4.0
Zeros	57
Zeros (%)	43.8%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9276859737
Coefficient of variation (CV)	1.902945587
Kurtosis	3.7302982
Mean	0.4875
Median Absolute Deviation (MAD)	0.6946875
Skewness	2.086368037
Sum	39
Variance	0.8606012658

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	57	43.8%
1	14	10.8%
3	5	3.8%
2	3	2.3%
4	1	0.8%
(Missing)	50	38.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	57	43.8%
1	14	10.8%
2	3	2.3%
3	5	3.8%
4	1	0.8%

Value	Count	Frequency (%)
4	1	0.8%
3	5	3.8%
2	3	2.3%
1	14	10.8%
0	57	43.8%

updrs_altmove_LUE
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	44
1	22
2	9
3	5

Value	Count	Frequency (%)
0	44	33.8%
1	22	16.9%
2	9	6.9%
3	5	3.8%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_leg_RLE
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	57
1	16
2	6
3	1

Value	Count	Frequency (%)
0	57	43.8%
1	16	12.3%
2	6	4.6%
3	1	0.8%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_leg_LLE
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	51
1	18
2	10
3	1

Value	Count	Frequency (%)
0	51	39.2%
1	18	13.8%
2	10	7.7%
3	1	0.8%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_rise_chair
Boolean

MISSING

Distinct count	2
Unique (%)	2.5%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	69
1	11
(Missing)	50

Frequency Table

Value	Count	Frequency (%)
0	69	53.1%
1	11	8.5%
(Missing)	50	38.5%

updrs_posture
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	44
1	23
2	9
3	4

Value	Count	Frequency (%)
0	44	33.8%
1	23	17.7%
2	9	6.9%
3	4	3.1%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

updrs_gait
Categorical

MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	51
1	27
2	2

Value	Count	Frequency (%)
0	51	39.2%
1	27	20.8%
2	2	1.5%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_post_stab
Categorical

HIGH CORRELATION
MISSING

Distinct count	3
Unique (%)	3.8%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	60
1	19
2	1

Value	Count	Frequency (%)
0	60	46.2%
1	19	14.6%
2	1	0.8%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

updrs_brady_hypo
Categorical

MISSING

Distinct count	4
Unique (%)	5.0%
Missing	50
Missing (%)	38.5%
Memory size	1.1 KiB

0	57
1	14
2	7
3	2

Value	Count	Frequency (%)
0	57	43.8%
1	14	10.8%
2	7	5.4%
3	2	1.5%
(Missing)	50	38.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

pass_est
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.5511481440665325
Minimum	1.4455516892905345
Maximum	1.5744897042371222
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1.445551689
5-th percentile	1.514547664
Q1	1.545984859
median	1.555850371
Q3	1.562682227
95-th percentile	1.570196462
Maximum	1.574489704
Range	0.1289380149
Interquartile range (IQR)	0.01669736807

Descriptive statistics

Standard deviation	0.01982003087
Coefficient of variation (CV)	0.0127776518
Kurtosis	9.397504815
Mean	1.551148144
Median Absolute Deviation (MAD)	0.01279609024
Skewness	-2.672398306
Sum	201.6492587
Variance	0.0003928336239

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1.44555169 1.5396604 1.55401542 1.56505227 1.5744897 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.558697842	1	0.8%
1.561037781	1	0.8%
1.543010717	1	0.8%
1.541353767	1	0.8%
1.559322518	1	0.8%
1.560293745	1	0.8%
1.556568871	1	0.8%
1.558749858	1	0.8%
1.526699803	1	0.8%
1.552976954	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.445551689	1	0.8%
1.467654882	1	0.8%
1.479597356	1	0.8%
1.4850122	1	0.8%
1.500809361	1	0.8%

Value	Count	Frequency (%)
1.574489704	1	0.8%
1.573890808	1	0.8%
1.57337228	1	0.8%
1.573177073	1	0.8%
1.572575719	1	0.8%

pass_rst
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	327.3005462447156
Minimum	139.69588099012236
Maximum	457.30959760369626
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	139.695881
5-th percentile	254.9809096
Q1	297.2097357
median	335.61979
Q3	358.4717878
95-th percentile	398.6427474
Maximum	457.3095976
Range	317.6137166
Interquartile range (IQR)	61.2620521

Descriptive statistics

Standard deviation	47.42034595
Coefficient of variation (CV)	0.1448831861
Kurtosis	1.519788782
Mean	327.3005462
Median Absolute Deviation (MAD)	36.71133143
Skewness	-0.4388484157
Sum	42549.07101
Variance	2248.68921

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[139.69588099 263.25318614 335.61979002 361.810514 403.54623771 457.3095976 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
298.8877765	1	0.8%
394.8395878	1	0.8%
309.2869848	1	0.8%
337.9724778	1	0.8%
269.4952037	1	0.8%
338.9817051	1	0.8%
139.695881	1	0.8%
391.7836761	1	0.8%
269.6272926	1	0.8%
388.2693612	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
139.695881	1	0.8%
210.8924377	1	0.8%
215.4709446	1	0.8%
232.1678516	1	0.8%
233.6788568	1	0.8%

Value	Count	Frequency (%)
457.3095976	1	0.8%
448.6035712	1	0.8%
417.1737359	1	0.8%
404.1172629	1	0.8%
402.9752125	1	0.8%

pass_ast
Real number (ℝ)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.929840057313228
Minimum	-20.318328142721928
Maximum	43.36510942145319
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	-20.31832814
5-th percentile	-10.21538913
Q1	3.519207697
median	11.30945525
Q3	17.84403717
95-th percentile	32.93096436
Maximum	43.36510942
Range	63.68343756
Interquartile range (IQR)	14.32482948

Descriptive statistics

Standard deviation	12.15162256
Coefficient of variation (CV)	1.111784115
Kurtosis	0.3174077071
Mean	10.92984006
Median Absolute Deviation (MAD)	9.301498743
Skewness	0.0182899834
Sum	1420.879207
Variance	147.6619307

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-20.31832814 -2.9693796 24.24751312 43.36510942], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
19.57379004	1	0.8%
16.59484568	1	0.8%
17.368398	1	0.8%
8.914495706	1	0.8%
2.474003362	1	0.8%
36.80924239	1	0.8%
14.89406463	1	0.8%
-12.48877772	1	0.8%
-13.66286349	1	0.8%
19.00606306	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-20.31832814	1	0.8%
-17.40310275	1	0.8%
-15.82328987	1	0.8%
-13.66286349	1	0.8%
-12.8393002	1	0.8%

Value	Count	Frequency (%)
43.36510942	1	0.8%
40.07376054	1	0.8%
38.15181062	1	0.8%
37.62153846	1	0.8%
36.80924239	1	0.8%

pass_dpi
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	166.65877922881538
Minimum	96.30202459273188
Maximum	388.02753623188414
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	96.30202459
5-th percentile	117.2495159
Q1	138.2271048
median	156.0460486
Q3	184.83822
95-th percentile	244.333
Maximum	388.0275362
Range	291.7255116
Interquartile range (IQR)	46.61111526

Descriptive statistics

Standard deviation	46.45844201
Coefficient of variation (CV)	0.2787638445
Kurtosis	7.738101709
Mean	166.6587792
Median Absolute Deviation (MAD)	32.50112152
Skewness	2.238991853
Sum	21665.6413
Variance	2158.386834

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 96.30202459 116.91615762 190.86447483 253.51807561 388.02753623], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
153.1299751	1	0.8%
141.6183255	1	0.8%
146.6827593	1	0.8%
144.5738636	1	0.8%
138.7333624	1	0.8%
227.1175854	1	0.8%
359.7650815	1	0.8%
141.4029431	1	0.8%
219.9630754	1	0.8%
245.29015	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
96.30202459	1	0.8%
104.933947	1	0.8%
108.7759637	1	0.8%
111.3357399	1	0.8%
111.788823	1	0.8%

Value	Count	Frequency (%)
388.0275362	1	0.8%
376.8347914	1	0.8%
359.7650815	1	0.8%
256.6234756	1	0.8%
250.4126756	1	0.8%

pass_dvi
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	285.7498049093429
Minimum	196.79671926910308
Maximum	662.7826923076923
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	196.7967193
5-th percentile	228.8062289
Q1	256.6248476
median	275.631233
Q3	304.3458467
95-th percentile	356.5715011
Maximum	662.7826923
Range	465.985973
Interquartile range (IQR)	47.72099906

Descriptive statistics

Standard deviation	51.60425246
Coefficient of variation (CV)	0.1805924329
Kurtosis	21.37201846
Mean	285.7498049
Median Absolute Deviation (MAD)	34.02909501
Skewness	3.29652049
Sum	37147.47464
Variance	2662.998872

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[196.79671927 243.76422484 304.20966143 365.45178082 662.78269231], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
228.2211538	1	0.8%
295.7873157	1	0.8%
270.1710526	1	0.8%
253.4988739	1	0.8%
256.015411	1	0.8%
335.4058316	1	0.8%
310.3846301	1	0.8%
196.7967193	1	0.8%
243.0463068	1	0.8%
252.9507587	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
196.7967193	1	0.8%
200.875	1	0.8%
213.5221335	1	0.8%
218.5771944	1	0.8%
220.6009036	1	0.8%

Value	Count	Frequency (%)
662.7826923	1	0.8%
417.7841963	1	0.8%
414.3857178	1	0.8%
366.035	1	0.8%
364.8685616	1	0.8%

pass_gvi
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	53.26264029585418
Minimum	13.716711059924467
Maximum	109.49697460243759
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	13.71671106
5-th percentile	29.20188998
Q1	42.71671406
median	52.67369382
Q3	62.94273733
95-th percentile	77.21032139
Maximum	109.4969746
Range	95.78026354
Interquartile range (IQR)	20.22602327

Descriptive statistics

Standard deviation	15.60636833
Coefficient of variation (CV)	0.2930077864
Kurtosis	0.7038719259
Mean	53.2626403
Median Absolute Deviation (MAD)	12.29179924
Skewness	0.3699724491
Sum	6924.143238
Variance	243.5587324

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 13.71671106 33.55124491 79.62068158 109.4969746 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
56.42807221	1	0.8%
43.42057499	1	0.8%
59.33171776	1	0.8%
50.67902248	1	0.8%
34.28021002	1	0.8%
44.11613109	1	0.8%
47.16998798	1	0.8%
75.91319497	1	0.8%
61.21894295	1	0.8%
29.65378915	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13.71671106	1	0.8%
20.52124595	1	0.8%
21.08923524	1	0.8%
23.30971592	1	0.8%
26.69971652	1	0.8%

Value	Count	Frequency (%)
109.4969746	1	0.8%
94.53072118	1	0.8%
88.23043531	1	0.8%
79.77888991	1	0.8%
79.46247326	1	0.8%

pass_dus
Real number (ℝ_≥0)

Distinct count	93
Unique (%)	71.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	30.61346153846151
Minimum	17.875000000000085
Maximum	63.99999999999917
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	17.875
5-th percentile	20.125
Q1	24.625
median	28.5625
Q3	34.75
95-th percentile	47.74375
Maximum	64
Range	46.125
Interquartile range (IQR)	10.125

Descriptive statistics

Standard deviation	8.55079791
Coefficient of variation (CV)	0.2793149641
Kurtosis	1.20364331
Mean	30.61346154
Median Absolute Deviation (MAD)	6.701005917
Skewness	1.164816065
Sum	3979.75
Variance	73.1161449

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[17.875 21.25 21.25 22.375 22.375 ... 42.625 42.625 50.5 50.5 64. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
24.625	7	5.4%
20.125	6	4.6%
26.875	5	3.8%
29.125	5	3.8%
22.375	4	3.1%
24.625	3	2.3%
26.875	3	2.3%
34.75	2	1.5%
31.375	2	1.5%
29.125	2	1.5%
Other values (83)	91	70.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17.875	1	0.8%
20.125	1	0.8%
20.125	6	4.6%
21.25	1	0.8%
21.25	1	0.8%

Value	Count	Frequency (%)
64	1	0.8%
51.625	1	0.8%
50.5	1	0.8%
50.5	1	0.8%
50.5	1	0.8%

pass_duf
Real number (ℝ)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-1.6028224661679982
Minimum	-12.590935436843916
Maximum	5.8254884264365625
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	-12.59093544
5-th percentile	-6.36948176
Q1	-2.977453876
median	-1.271305608
Q3	0.1222968482
95-th percentile	2.289529191
Maximum	5.825488426
Range	18.41642386
Interquartile range (IQR)	3.099750725

Descriptive statistics

Standard deviation	2.805822481
Coefficient of variation (CV)	-1.750551006
Kurtosis	2.22115125
Mean	-1.602822466
Median Absolute Deviation (MAD)	2.07656934
Skewness	-0.8355527399
Sum	-208.3669206
Variance	7.872639792

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-12.59093544 -6.66651643 -3.04534832 1.37440374 5.82548843], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5.825488426	1	0.8%
-0.8931545202	1	0.8%
-0.9727023641	1	0.8%
-3.964976542	1	0.8%
-6.035323539	1	0.8%
-0.823403324	1	0.8%
-1.157375466	1	0.8%
-5.017214801	1	0.8%
-1.745016781	1	0.8%
0.8353950506	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-12.59093544	1	0.8%
-11.26958517	1	0.8%
-8.685477408	1	0.8%
-8.238244696	1	0.8%
-6.670017751	1	0.8%

Value	Count	Frequency (%)
5.825488426	1	0.8%
5.013372597	1	0.8%
2.971457334	1	0.8%
2.940013081	1	0.8%
2.656784465	1	0.8%

pass_rlr
Real number (ℝ)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-22.258837394386703
Minimum	-30.482710510764555
Maximum	-15.044123902281205
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	-30.48271051
5-th percentile	-28.16011896
Q1	-24.1541001
median	-22.5535482
Q3	-20.27043036
95-th percentile	-16.60506701
Maximum	-15.0441239
Range	15.43858661
Interquartile range (IQR)	3.88366974

Descriptive statistics

Standard deviation	3.297198796
Coefficient of variation (CV)	-0.1481298748
Kurtosis	-0.1411134528
Mean	-22.25883739
Median Absolute Deviation (MAD)	2.535882991
Skewness	0.008425637793
Sum	-2893.648861
Variance	10.8715199

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-30.48271051 -24.99910974 -20.62466359 -15.0441239 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-20.07548509	1	0.8%
-27.46123699	1	0.8%
-24.59044984	1	0.8%
-22.11684899	1	0.8%
-22.79909326	1	0.8%
-21.79693717	1	0.8%
-15.0441239	1	0.8%
-25.41374476	1	0.8%
-18.32907869	1	0.8%
-20.25363538	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-30.48271051	1	0.8%
-29.66664793	1	0.8%
-29.11360559	1	0.8%
-28.5019846	1	0.8%
-28.49707701	1	0.8%

Value	Count	Frequency (%)
-15.0441239	1	0.8%
-15.27124306	1	0.8%
-15.31589042	1	0.8%
-15.39175741	1	0.8%
-16.24040384	1	0.8%

pass_pir
Real number (ℝ_≥0)

Distinct count	35
Unique (%)	26.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.571153846153846
Minimum	1.0
Maximum	18.5
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	4
median	5.25
Q3	6.5
95-th percentile	9.3875
Maximum	18.5
Range	17.5
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	2.417281654
Coefficient of variation (CV)	0.4338924613
Kurtosis	9.100223011
Mean	5.571153846
Median Absolute Deviation (MAD)	1.641952663
Skewness	2.154049097
Sum	724.25
Variance	5.843250596

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 2.875 5.625 9.875 18.5 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5.5	15	11.5%
4.5	13	10.0%
5	11	8.5%
4	10	7.7%
3.5	6	4.6%
3	5	3.8%
5.25	5	3.8%
6.75	5	3.8%
8	5	3.8%
7	4	3.1%
Other values (25)	51	39.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	1.5%
1.5	1	0.8%
2	1	0.8%
2.5	1	0.8%
2.75	1	0.8%

Value	Count	Frequency (%)
18.5	1	0.8%
17.25	1	0.8%
10	2	1.5%
9.75	1	0.8%
9.5	2	1.5%

pass_rsr
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.092132803260338
Minimum	5.223398618108998
Maximum	40.22207215749944
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	5.223398618
5-th percentile	10.07351042
Q1	15.30829076
median	17.80528064
Q3	21.11872994
95-th percentile	24.59489965
Maximum	40.22207216
Range	34.99867354
Interquartile range (IQR)	5.810439178

Descriptive statistics

Standard deviation	5.125082189
Coefficient of variation (CV)	0.2832768389
Kurtosis	2.731115355
Mean	18.0921328
Median Absolute Deviation (MAD)	3.819097121
Skewness	0.6029796209
Sum	2351.977264
Variance	26.26646744

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 5.22339862 13.43975446 24.58543691 40.22207216], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
14.51022556	1	0.8%
13.45886338	1	0.8%
17.70423229	1	0.8%
22.65606879	1	0.8%
19.26827467	1	0.8%
12.91566842	1	0.8%
16.25508688	1	0.8%
9.530714429	1	0.8%
19.270283	1	0.8%
18.13011258	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.223398618	1	0.8%
5.75559792	1	0.8%
6.614875774	1	0.8%
8.86817489	1	0.8%
9.530714429	1	0.8%

Value	Count	Frequency (%)
40.22207216	1	0.8%
35.02568627	1	0.8%
29.16080399	1	0.8%
28.85281342	1	0.8%
27.06781356	1	0.8%

pass_lre
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	134.62462113517205
Minimum	9.991459627328881
Maximum	441.349999999999
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	9.991459627
5-th percentile	55.71473214
Q1	89.45803571
median	124.7
Q3	167.0234375
95-th percentile	230.58125
Maximum	441.35
Range	431.3585404
Interquartile range (IQR)	77.56540179

Descriptive statistics

Standard deviation	63.37136757
Coefficient of variation (CV)	0.470726432
Kurtosis	5.143702058
Mean	134.6246211
Median Absolute Deviation (MAD)	46.14177015
Skewness	1.654077808
Sum	17501.20075
Variance	4015.930228

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 9.99145963 65.19642857 199.8125 441.35 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
69.96875	1	0.8%
111.7596154	1	0.8%
67.25	1	0.8%
117.2321429	1	0.8%
101.2142857	1	0.8%
74.91071429	1	0.8%
129.2589286	1	0.8%
157.7068182	1	0.8%
148.4107143	1	0.8%
83.92727273	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.991459627	1	0.8%
42.3125	1	0.8%
42.55357143	1	0.8%
44.125	1	0.8%
53.375	1	0.8%

Value	Count	Frequency (%)
441.35	1	0.8%
372.1625	1	0.8%
324.575	1	0.8%
308	1	0.8%
288.375	1	0.8%

mono_est
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.555706150398751
Minimum	1.5119631575285315
Maximum	1.5761984841295114
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1.511963158
5-th percentile	1.530021795
Q1	1.550664792
median	1.558389821
Q3	1.564259536
95-th percentile	1.573022419
Maximum	1.576198484
Range	0.0642353266
Interquartile range (IQR)	0.01359474436

Descriptive statistics

Standard deviation	0.01335412121
Coefficient of variation (CV)	0.008583961183
Kurtosis	1.874555123
Mean	1.55570615
Median Absolute Deviation (MAD)	0.009856242238
Skewness	-1.296809381
Sum	202.2417996
Variance	0.0001783325532

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[1.51196316 1.53506445 1.55361992 1.56913676 1.57619848], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.573751147	1	0.8%
1.559537436	1	0.8%
1.540796326	1	0.8%
1.550099857	1	0.8%
1.564400429	1	0.8%
1.550828949	1	0.8%
1.565909563	1	0.8%
1.558021073	1	0.8%
1.552967569	1	0.8%
1.514330676	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.511963158	1	0.8%
1.512290956	1	0.8%
1.514330676	1	0.8%
1.515120976	1	0.8%
1.517564472	1	0.8%

Value	Count	Frequency (%)
1.576198484	1	0.8%
1.575058556	1	0.8%
1.575052102	1	0.8%
1.573804891	1	0.8%
1.573751147	1	0.8%

mono_rst
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	288.3117401896742
Minimum	111.97955519035558
Maximum	411.7138588183584
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	111.9795552
5-th percentile	201.1077014
Q1	257.6619802
median	285.9000117
Q3	328.5687568
95-th percentile	368.8791105
Maximum	411.7138588
Range	299.7343036
Interquartile range (IQR)	70.90677662

Descriptive statistics

Standard deviation	52.8855095
Coefficient of variation (CV)	0.1834316891
Kurtosis	0.5658805562
Mean	288.3117402
Median Absolute Deviation (MAD)	41.06070074
Skewness	-0.2997685946
Sum	37480.52622
Variance	2796.877115

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[111.97955519 228.98116277 349.69410914 411.71385882], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
336.679477	1	0.8%
267.9641229	1	0.8%
244.6463314	1	0.8%
253.3418199	1	0.8%
302.0676303	1	0.8%
111.9795552	1	0.8%
411.7138588	1	0.8%
358.8235538	1	0.8%
273.2243075	1	0.8%
273.4315283	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
111.9795552	1	0.8%
143.6219755	1	0.8%
170.1503001	1	0.8%
174.4941549	1	0.8%
180.5044993	1	0.8%

Value	Count	Frequency (%)
411.7138588	1	0.8%
399.6483856	1	0.8%
393.4407965	1	0.8%
390.0719324	1	0.8%
383.7830733	1	0.8%

mono_ast
Real number (ℝ)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.5739616458064811
Minimum	-17.872977542080893
Maximum	14.636141137646616
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	-17.87297754
5-th percentile	-5.89468442
Q1	-1.526491193
median	1.270417173
Q3	4.686126808
95-th percentile	9.796862366
Maximum	14.63614114
Range	32.50911868
Interquartile range (IQR)	6.212618

Descriptive statistics

Standard deviation	5.005442655
Coefficient of variation (CV)	3.180155418
Kurtosis	1.29094093
Mean	1.573961646
Median Absolute Deviation (MAD)	3.822976945
Skewness	-0.2334888755
Sum	204.615014
Variance	25.05445618

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-17.87297754 -6.57465064 -3.21432657 5.55463381 14.63614114], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-0.6235958223	1	0.8%
0.440764438	1	0.8%
1.395493464	1	0.8%
-1.974382777	1	0.8%
-3.175174596	1	0.8%
5.302604998	1	0.8%
2.700211375	1	0.8%
6.350815685	1	0.8%
5.094970684	1	0.8%
-7.023469555	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-17.87297754	1	0.8%
-11.1841819	1	0.8%
-9.094008357	1	0.8%
-7.023469555	1	0.8%
-6.125831724	1	0.8%

Value	Count	Frequency (%)
14.63614114	1	0.8%
13.37805431	1	0.8%
11.76668405	1	0.8%
11.65198196	1	0.8%
11.0370943	1	0.8%

mono_dpi
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	229.06330481889924
Minimum	116.98460144927532
Maximum	610.9879032258058
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	116.9846014
5-th percentile	138.5168591
Q1	176.7313581
median	212.6164062
Q3	263.3388844
95-th percentile	391.1216827
Maximum	610.9879032
Range	494.0033018
Interquartile range (IQR)	86.60752633

Descriptive statistics

Standard deviation	79.68854665
Coefficient of variation (CV)	0.3478887494
Kurtosis	4.016102515
Mean	229.0633048
Median Absolute Deviation (MAD)	58.93053621
Skewness	1.600436483
Sum	29778.22963
Variance	6350.264468

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[116.98460145 301.27021096 610.98790323], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
142.087037	1	0.8%
210.6227599	1	0.8%
234.970546	1	0.8%
201.2794471	1	0.8%
225.0743802	1	0.8%
116.9846014	1	0.8%
283.7667254	1	0.8%
151.1685083	1	0.8%
227.2407407	1	0.8%
199.0940126	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
116.9846014	1	0.8%
117.7577751	1	0.8%
128.8680556	1	0.8%
130.055203	1	0.8%
131.6042714	1	0.8%

Value	Count	Frequency (%)
610.9879032	1	0.8%
459.8217391	1	0.8%
453.0412234	1	0.8%
433.2453125	1	0.8%
416.890625	1	0.8%

mono_dvi
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	321.38562606868993
Minimum	211.45814087759837
Maximum	799.5486842105262
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	211.4581409
5-th percentile	242.1208653
Q1	277.9308036
median	311.9110577
Q3	347.9530464
95-th percentile	402.8564683
Maximum	799.5486842
Range	588.0905433
Interquartile range (IQR)	70.02224283

Descriptive statistics

Standard deviation	72.99120518
Coefficient of variation (CV)	0.2271140937
Kurtosis	17.21658943
Mean	321.3856261
Median Absolute Deviation (MAD)	45.71841896
Skewness	3.241527733
Sum	41780.13139
Variance	5327.716034

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[211.45814088 255.67797377 360.25411242 402.41815299 799.54868421], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
288.2072785	1	0.8%
278.2321429	1	0.8%
359.5535714	1	0.8%
406.801306	1	0.8%
358.0696108	1	0.8%
330.7517606	1	0.8%
379.921875	1	0.8%
671.1826923	1	0.8%
235.165	1	0.8%
358.5230687	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
211.4581409	1	0.8%
215.9487705	1	0.8%
235.165	1	0.8%
237.97101	1	0.8%
239.3029661	1	0.8%

Value	Count	Frequency (%)
799.5486842	1	0.8%
671.1826923	1	0.8%
518.6434564	1	0.8%
480.3365385	1	0.8%
439.8047297	1	0.8%

mono_gvi
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	45.09003776500098
Minimum	14.683688868948078
Maximum	74.15506013214812
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	14.68368887
5-th percentile	24.7242708
Q1	36.98488502
median	44.42124676
Q3	53.53181872
95-th percentile	64.86064045
Maximum	74.15506013
Range	59.47137126
Interquartile range (IQR)	16.5469337

Descriptive statistics

Standard deviation	12.52182954
Coefficient of variation (CV)	0.2777072312
Kurtosis	-0.2475184233
Mean	45.09003777
Median Absolute Deviation (MAD)	10.10064479
Skewness	-0.00422123352
Sum	5861.704909
Variance	156.7962151

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[14.68368887 34.56979623 59.29922506 74.15506013], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
62.9962596	1	0.8%
43.72105964	1	0.8%
49.00691964	1	0.8%
48.08581468	1	0.8%
57.27668766	1	0.8%
53.0984747	1	0.8%
44.5581131	1	0.8%
51.5843773	1	0.8%
26.4389188	1	0.8%
72.96353734	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.68368887	1	0.8%
16.62049861	1	0.8%
18.18181818	1	0.8%
18.68523866	1	0.8%
21.76063304	1	0.8%

Value	Count	Frequency (%)
74.15506013	1	0.8%
72.96353734	1	0.8%
72.56389288	1	0.8%
71.31512015	1	0.8%
68.64524311	1	0.8%

mono_dus
Real number (ℝ_≥0)

Distinct count	41
Unique (%)	31.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	27.91346153846131
Minimum	13.374999999999915
Maximum	58.374999999998074
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	13.375
5-th percentile	17.875
Q1	22.375
median	26.875
Q3	31.375
95-th percentile	40.375
Maximum	58.375
Range	45
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.647608276
Coefficient of variation (CV)	0.2739756323
Kurtosis	1.986912944
Mean	27.91346154
Median Absolute Deviation (MAD)	5.897928994
Skewness	1.186100906
Sum	3628.75
Variance	58.48591234

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[13.375 17.875 22.375 22.375 22.375 ... 31.375 35.875 35.875 41.5 58.375], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
31.375	17	13.1%
22.375	12	9.2%
17.875	9	6.9%
26.875	7	5.4%
22.375	7	5.4%
22.375	6	4.6%
35.875	5	3.8%
26.875	5	3.8%
40.375	5	3.8%
49.375	4	3.1%
Other values (31)	53	40.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13.375	1	0.8%
17.875	1	0.8%
17.875	9	6.9%
20.125	3	2.3%
22.375	3	2.3%

Value	Count	Frequency (%)
58.375	1	0.8%
49.375	4	3.1%
42.625	1	0.8%
40.375	5	3.8%
35.875	5	3.8%

mono_duf
Real number (ℝ)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.045947396339661196
Minimum	-1.4173188202505946
Maximum	1.9163358491063809
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	-1.41731882
5-th percentile	-0.845495176
Q1	-0.3502954602
median	0.03386789081
Q3	0.4275321563
95-th percentile	1.077483583
Maximum	1.916335849
Range	3.333654669
Interquartile range (IQR)	0.7778276165

Descriptive statistics

Standard deviation	0.5922959041
Coefficient of variation (CV)	12.89073922
Kurtosis	0.2254861173
Mean	0.04594739634
Median Absolute Deviation (MAD)	0.466042046
Skewness	0.3045943253
Sum	5.973161524
Variance	0.350814438

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-1.41731882 -0.88763247 0.80270384 1.91633585], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.5003758866	1	0.8%
1.248685604	1	0.8%
-0.2445188071	1	0.8%
0.1543536133	1	0.8%
0.6277978266	1	0.8%
-0.6208606317	1	0.8%
0.1738759901	1	0.8%
-0.4833121432	1	0.8%
-0.338440568	1	0.8%
0.1273788456	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.41731882	1	0.8%
-1.087973467	1	0.8%
-1.002559288	1	0.8%
-0.9548671881	1	0.8%
-0.9178206407	1	0.8%

Value	Count	Frequency (%)
1.916335849	1	0.8%
1.48782167	1	0.8%
1.487434606	1	0.8%
1.32277486	1	0.8%
1.248685604	1	0.8%

mono_rlr
Real number (ℝ)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-20.033168085278263
Minimum	-27.309568753115816
Maximum	-8.855366459821493
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	-27.30956875
5-th percentile	-24.86718578
Q1	-22.20255269
median	-20.39071688
Q3	-17.88491049
95-th percentile	-13.8172374
Maximum	-8.85536646
Range	18.45420229
Interquartile range (IQR)	4.3176422

Descriptive statistics

Standard deviation	3.298632821
Coefficient of variation (CV)	-0.1646585706
Kurtosis	1.111773212
Mean	-20.03316809
Median Absolute Deviation (MAD)	2.507851497
Skewness	0.7430276482
Sum	-2604.311851
Variance	10.88097849

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-27.30956875 -24.22348665 -15.6253994 -8.85536646], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-23.05727431	1	0.8%
-22.34086342	1	0.8%
-21.26940426	1	0.8%
-18.4920329	1	0.8%
-17.87505066	1	0.8%
-20.26838727	1	0.8%
-19.66549232	1	0.8%
-20.51547265	1	0.8%
-12.45959543	1	0.8%
-17.27868486	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-27.30956875	1	0.8%
-26.54004284	1	0.8%
-25.78633574	1	0.8%
-25.41263828	1	0.8%
-25.14221068	1	0.8%

Value	Count	Frequency (%)
-8.85536646	1	0.8%
-9.270998741	1	0.8%
-11.80738115	1	0.8%
-12.45959543	1	0.8%
-12.77950546	1	0.8%

mono_pir
Real number (ℝ_≥0)

Distinct count	14
Unique (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.457692307692308
Minimum	1.5
Maximum	13.5
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	1.5
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	7
Maximum	13.5
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.791490021
Coefficient of variation (CV)	0.4018873213
Kurtosis	4.921787864
Mean	4.457692308
Median Absolute Deviation (MAD)	1.331360947
Skewness	1.52942326
Sum	579.5
Variance	3.209436494

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1.5 2.5 3.25 3.75 4.25 4.75 5.25 7.5 13.5 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	28	21.5%
5	26	20.0%
4	26	20.0%
6	16	12.3%
2	11	8.5%
7	6	4.6%
4.5	5	3.8%
3.5	4	3.1%
8	2	1.5%
9	2	1.5%
Other values (4)	4	3.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.5	1	0.8%
2	11	8.5%
3	28	21.5%
3.5	4	3.1%
4	26	20.0%

Value	Count	Frequency (%)
13.5	1	0.8%
10.5	1	0.8%
9	2	1.5%
8	2	1.5%
7	6	4.6%

mono_rsr
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.44703114204855
Minimum	8.205128205128204
Maximum	28.875654214040903
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	8.205128205
5-th percentile	10.92425113
Q1	14.57396041
median	17.58458123
Q3	19.89154263
95-th percentile	24.58149206
Maximum	28.87565421
Range	20.67052601
Interquartile range (IQR)	5.317582227

Descriptive statistics

Standard deviation	4.069951519
Coefficient of variation (CV)	0.2332747323
Kurtosis	0.007072130673
Mean	17.44703114
Median Absolute Deviation (MAD)	3.21721298
Skewness	0.211955614
Sum	2268.114048
Variance	16.56450537

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 8.20512821 13.20186692 21.92988389 28.87565421], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
13.11690441	1	0.8%
15.49937034	1	0.8%
14.54809965	1	0.8%
12.9387029	1	0.8%
17.52080596	1	0.8%
15.74648165	1	0.8%
9.764433053	1	0.8%
18.85902876	1	0.8%
14.43782711	1	0.8%
20.12578616	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8.205128205	1	0.8%
8.995333671	1	0.8%
9.24000924	1	0.8%
9.576824086	1	0.8%
9.764433053	1	0.8%

Value	Count	Frequency (%)
28.87565421	1	0.8%
27.49140893	1	0.8%
26.4288074	1	0.8%
25.86485613	1	0.8%
25.2764613	1	0.8%

mono_lre
Real number (ℝ_≥0)

UNIQUE

Distinct count	130
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	145.20164317500624
Minimum	14.719594594593644
Maximum	593.4821428571435
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	14.71959459
5-th percentile	51.15855263
Q1	90.57112069
median	127.475
Q3	176.5983542
95-th percentile	298.9565
Maximum	593.4821429
Range	578.7625483
Interquartile range (IQR)	86.02723354

Descriptive statistics

Standard deviation	85.26729332
Coefficient of variation (CV)	0.5872336666
Kurtosis	7.790177062
Mean	145.2016432
Median Absolute Deviation (MAD)	59.07408359
Skewness	2.196820751
Sum	18876.21361
Variance	7270.511311

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 14.71959459 67.9775641 155.725 264.13793103 593.48214286], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
215.7875	1	0.8%
101.9671053	1	0.8%
99.85080645	1	0.8%
522.35	1	0.8%
55.25	1	0.8%
365.4008621	1	0.8%
218.8486842	1	0.8%
74.725	1	0.8%
39.56617647	1	0.8%
104.075	1	0.8%
Other values (120)	120	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.71959459	1	0.8%
33.125	1	0.8%
39.56617647	1	0.8%
44.33088235	1	0.8%
49.4375	1	0.8%

Value	Count	Frequency (%)
593.4821429	1	0.8%
522.35	1	0.8%
365.4008621	1	0.8%
348.0808824	1	0.8%
323.4821429	1	0.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

First rows

	status	age	gender	fam_hist	onset_age	duration	depress_med	hy_scale	updrs_total	updrs_speech	updrs_face_exp	updrs_tremor_rest_head	updrs_trem_rest_RUE	updrs_trem_rest_LUE	updrs_trem_rest_RLE	updrs_trem_rest_LLE	updrs_trem_act_RUE	updrs_trem_act_LUE	updrs_rig_neck	updrs_rig_RUE	updrs_rig_LUE	updrs_rig_RLE	updrs_rig_LLE	updrs_taps_RUE	updrs_taps_LUE	updrs_hand_RUE	updrs_hand_LUE	updrs_altmove_RUE	updrs_altmove_LUE	updrs_leg_RLE	updrs_leg_LLE	updrs_rise_chair	updrs_posture	updrs_gait	updrs_post_stab	updrs_brady_hypo	pass_est	pass_rst	pass_ast	pass_dpi	pass_dvi	pass_gvi	pass_dus	pass_duf	pass_rlr	pass_pir	pass_rsr	pass_lre	mono_est	mono_rst	mono_ast	mono_dpi	mono_dvi	mono_gvi	mono_dus	mono_duf	mono_rlr	mono_pir	mono_rsr	mono_lre
0	1	58	0	0	56.000000	2.000000	0	1.5	8.0	0.0	1.0	0.0	0.0	2.0	0.0	2.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.564434	354.206180	6.050482	146.457900	264.362751	58.650815	31.375	-2.100757	-22.465569	4.50	21.143166	167.000000	1.564400	333.053611	-2.821769	158.005040	317.678279	49.006920	22.375	0.588029	-19.771488	6.0	13.809770	127.250000
1	1	68	0	0	67.000000	1.000000	0	2.5	22.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	1.0	1.0	2.0	1.0	2.0	0.0	1.0	1.0	2.0	1.0	2.0	0.0	1.0	0.0	1.0	1.0	1.563595	340.229888	27.522544	172.827273	252.950759	48.263382	22.375	-1.745017	-24.590450	7.00	15.280280	163.089286	1.569095	284.602861	8.196296	295.429641	264.363532	40.564306	26.875	-0.824901	-23.256315	4.0	21.768707	312.605000
2	1	68	1	0	67.000000	1.000000	0	2.0	19.0	0.0	2.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	2.0	0.0	0.0	2.0	2.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	2.0	0.0	3.0	0.0	0.0	2.0	1.550394	210.892438	11.968803	376.834791	322.412843	47.536168	38.125	2.656784	-16.894211	3.00	20.760728	372.162500	1.550100	247.481242	4.710260	280.065517	316.584135	48.973638	22.375	-0.954867	-13.292394	4.0	22.522523	200.975000
3	1	75	1	0	73.161644	1.838356	0	2.0	24.0	0.0	2.0	0.0	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	1.0	2.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	1.519151	139.695881	-2.492914	359.765082	662.782692	13.716711	44.875	-0.934320	-25.544416	1.00	18.710305	118.700000	1.539153	111.979555	-9.094008	397.076923	799.548684	18.685239	49.375	0.790737	-25.076240	2.0	14.367816	151.100000
4	1	61	1	1	60.300000	0.700000	0	2.5	54.0	1.0	3.0	3.0	2.0	1.0	1.0	0.0	1.0	2.0	3.0	3.0	3.0	1.0	1.0	3.0	4.0	2.0	4.0	2.0	3.0	1.0	3.0	1.0	2.0	1.0	1.0	2.0	1.543111	269.087578	6.715851	210.778533	327.869223	42.900987	47.125	-0.972702	-22.614929	5.00	16.255087	77.562500	1.560173	229.554994	11.766684	205.690524	480.336538	33.542347	26.875	0.074792	-22.318787	5.0	14.611872	151.156250
5	1	58	1	0	57.500000	0.500000	0	2.0	29.0	1.0	2.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	3.0	2.0	1.0	1.0	1.0	3.0	3.0	2.0	1.0	1.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0	2.0	1.552977	317.237426	24.190552	185.617552	286.399178	43.825298	33.625	0.920618	-25.000459	2.75	27.067814	124.025000	1.517564	181.431379	13.378054	610.987903	398.035000	18.181818	49.375	1.487822	-25.077406	2.0	18.208717	593.482143
6	1	79	1	0	78.000000	1.000000	0	2.5	29.0	0.0	0.0	3.0	2.0	0.0	0.0	0.0	0.0	0.0	1.0	2.0	1.0	1.0	2.0	1.0	1.0	1.0	1.0	1.0	2.0	1.0	1.0	1.0	2.0	2.0	1.0	2.0	1.563069	269.495204	2.474003	213.886729	310.384630	60.297341	20.125	-5.347343	-26.196132	5.25	16.332686	288.375000	1.566467	288.632591	-1.528592	250.860262	278.232143	58.903965	22.375	0.173876	-23.380437	5.0	17.849174	202.737500
7	1	59	0	0	57.000000	2.000000	1	2.0	32.0	1.0	2.0	1.0	0.0	0.0	0.0	1.0	2.0	2.0	1.0	2.0	0.0	1.0	0.0	3.0	1.0	3.0	2.0	3.0	1.0	1.0	1.0	0.0	1.0	1.0	0.0	2.0	1.567823	338.180063	-4.362881	144.573864	271.596804	61.309354	25.750	1.084157	-20.075485	6.50	13.420646	127.892857	1.573200	369.560720	-4.117659	117.757775	269.103867	68.645243	17.875	0.553993	-17.444536	13.5	8.205128	115.517857
8	1	73	1	0	72.000000	1.000000	0	2.0	6.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	1.551573	374.269115	11.096474	117.415411	265.280251	52.500175	23.500	0.269302	-15.044124	9.25	12.748317	87.425000	1.559197	287.914861	5.250549	194.348657	317.217271	53.718626	31.375	-0.614473	-17.036517	4.0	21.248340	81.029255
9	1	66	1	0	65.000000	1.000000	2	2.0	22.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	1.0	1.0	0.0	1.0	1.548690	280.916566	16.087539	212.805471	322.746203	28.803658	42.625	0.562221	-23.399750	4.50	15.475077	111.700893	1.556118	258.064400	4.990216	246.259036	355.800197	38.193570	40.375	0.500376	-20.196065	3.5	15.499370	69.039286

Last rows

	age	gender	fam_hist	onset_age	duration	hy_scale	updrs_total	updrs_speech	updrs_face_exp	updrs_tremor_rest_head	updrs_trem_rest_RUE	updrs_trem_rest_LUE	updrs_trem_rest_RLE	updrs_trem_rest_LLE	updrs_trem_act_RUE	updrs_trem_act_LUE	updrs_rig_neck	updrs_rig_RUE	updrs_rig_LUE	updrs_rig_RLE	updrs_rig_LLE	updrs_taps_RUE	updrs_taps_LUE	updrs_hand_RUE	updrs_hand_LUE	updrs_altmove_RUE	updrs_altmove_LUE	updrs_leg_RLE	updrs_leg_LLE	updrs_rise_chair	updrs_posture	updrs_gait	updrs_post_stab	updrs_brady_hypo	pass_est	pass_rst	pass_ast	pass_dpi	pass_dvi	pass_gvi	pass_dus	pass_duf	pass_rlr	pass_pir	pass_rsr	pass_lre	mono_est	mono_rst	mono_ast	mono_dpi	mono_dvi	mono_gvi	mono_dus	mono_duf	mono_rlr	mono_pir	mono_rsr	mono_lre
120	52	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.545252	328.447813	-15.823290	168.057008	264.491555	38.539724	40.375	-2.613043	-27.622430	3.75	22.910419	129.258929	1.563392	329.904712	-3.253479	196.521622	274.571364	44.184721	31.375	0.780718	-19.867013	6.0	18.079096	144.522059
121	68	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.560058	315.123112	20.014160	158.251700	277.234375	73.929361	29.125	2.940013	-24.337229	9.50	9.530714	308.000000	1.564131	180.504499	-5.383297	459.821739	357.247483	41.138328	40.375	-1.417319	-23.681852	4.0	14.437827	522.350000
122	65	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.556547	322.794856	33.943099	138.733362	291.797108	57.448800	24.625	2.226301	-24.761701	5.50	16.499387	141.125000	1.552444	274.100975	1.318202	192.534028	328.262500	50.610120	13.375	0.046338	-20.701822	4.5	19.536020	138.467857
123	54	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.561387	349.715985	-20.318328	154.153452	259.554348	53.607598	24.625	-4.169424	-23.284600	9.50	11.812086	441.350000	1.568468	314.563725	5.038875	184.019009	268.510379	58.733077	26.875	-0.385005	-19.081410	7.0	15.352140	144.125000
124	46	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.529787	457.309598	17.617400	124.553207	196.796719	44.382677	20.125	-5.648982	-16.490411	8.75	10.909233	132.725000	1.564066	383.783073	-1.667061	131.604271	240.654801	56.710775	22.375	-0.201185	-8.855366	6.0	15.746482	116.642857
125	69	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.564351	265.362127	3.579027	197.978615	364.868562	40.250098	26.875	-1.872312	-28.040457	6.50	10.242493	158.267857	1.553553	254.149499	8.434541	264.279808	380.092391	36.359670	26.875	0.022864	-23.124839	3.0	15.414258	177.331897
126	68	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.547223	290.510654	6.312100	183.229393	358.680376	39.588903	31.375	-1.517408	-22.869803	5.00	13.458863	223.660714	1.568775	300.128397	4.091863	176.721429	358.523069	47.062179	22.375	-0.116968	-18.666216	5.0	16.936594	137.625000
127	53	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.540351	297.547405	-13.662863	177.029306	282.873641	53.008215	50.500	-1.110504	-22.905792	4.50	19.106016	250.517857	1.536796	245.722407	5.094971	223.400826	390.770833	37.738588	40.375	0.411397	-15.555951	3.0	19.514575	155.825000
128	44	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.559768	358.795968	-2.439064	169.158987	256.015411	50.675821	17.875	-0.823403	-23.823750	6.50	18.137440	226.250000	1.561185	262.316778	2.795054	252.440747	360.599390	38.918653	26.875	0.389404	-17.527927	4.0	17.509302	154.079545
129	54	1	-1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.551723	264.288264	6.493253	171.167614	353.748680	35.586126	29.125	-0.468909	-28.258024	4.50	17.567092	157.537338	1.565794	281.080289	0.243058	234.970546	319.300620	44.558113	26.875	1.137492	-27.309569	4.0	14.042478	130.479839

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Missing values

Sample

First rows

Last rows